#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
#MLN/USDT analysis :
#MLN is currently in a downtrend, characterized by a series of lower lows (LLs) and lower highs (LHs). The price is presently trading within a resistance zone, where it is anticipated to encounter resistance. As a result, a decline is expected from this level, with the price likely to test lower levels in the near future.
TF : 4H
Entry : $18.60
Target : $16.37
SL : $19.75